Scientific reports · 2025
An MADM approach for the assessment of eye lenses with fuzziness of using prioritized weighted operators.
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Hu Chengli, Pervaiz Faizan, Zhang Jing, Ullah Kifayat, Khan Muhammad Rizwan, Raza Ali, Ali Zeeshan, Yin Shi, Karamti Hanen
Аннотация
The choice of lens impacts the quality of vision, comfort, and overall eye health. By correcting vision problems such as astigmatism, nearsightedness, or farsightedness, the right lens can guarantee precise and clear vision. The multi-attribute decision-making (MADM) technique is a valuable method for data aggregation with accuracy. The central theme of this article is to develop novel aggregation operators (AOs) by giving a positive value called the priority degree under a strict priority level. We establish a novel MADM method based on an interval-valued t-spherical fuzzy set (IV-TSFS) framework and the Einstein AOs. First, we established Einstein t-norm (TNM) and t-conorm (TCNM) operations based on the IV-TSFS framework. Next, we proposed new prioritized AOs, such as IV-TSF Einstein prioritized weighted averaging (IV-TSFEPWA), IV-TSF Einstein prioritized ordered weighted averaging (IV-TSFEPOWA), IV-TSF Einstein prioritized hybrid weighted averaging (IV-TSFEPHWA), IV-TSF Einstein prioritized weighted geometric (IV-TSFEPWG), IV-TSF Einstein prioritized ordered weighted geometric (IV-TSFEPOWG), and IV-TSF Einstein prioritized hybrid weighted geometric (IV-TSFEPHWG). Some essential axioms, such as boundedness, idempotency, and monotonicity, were also discussed. Then, we developed the MADM algorithm based on the IV-TSFEPWA and IV-TSFEPWG operators, which was monitored through a real-life case study on the selection of optimal eye lens manufacturing companies based on prioritized evaluation criteria. Additionally, to validate the novelty of the established model, a comparative study with existing approach is also provided, highlighting the applicability of the established work. Ultimately, the practical implications of established AOs and solid conclusions will be discussed.